{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import os\n",
    "import io\n",
    "import sys\n",
    "import json\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import astropy.units as u\n",
    "from astropy import wcs\n",
    "from astropy.io import fits\n",
    "from astropy.table import Table\n",
    "from astropy.coordinates import SkyCoord\n",
    "from astropy.visualization import make_lupton_rgb\n",
    "from astropy.utils.data import download_file, clear_download_cache\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Response curves of HSC filters\n",
    "\n",
    "* For details of HSC filters, please see [this page at NAOJ](https://www.subarutelescope.org/Observing/Instruments/HSC/sensitivity.html)\n",
    "    * We replace the r-band filter to new one (HSC-r2) from Jul 28th 2016 (HST). We mainly used the previous r-band filter (HSC-r) till Jul 11th 2016 (HST). Please see \"FILTER01\" at the FITS header for checking which filter was used.\n",
    "    * We replace the i-band filter to new one (HSC-i2) from Feb 2016. We mainly used the previous i-band filter (HSC-i) till Jan 2016. Please see \"FILTER01\" at the FITS header for checking which filter was used. \n",
    "    * When you estimate a throughput of the Y band filter, you should consider the quantum efficiency of FDCCD, which is very low at >10000 Å."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from unagi import filters\n",
    "from unagi import camera"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/song/Dropbox/work/project/unagi/unagi/data/filters'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Where we save the filters\n",
    "filters.FILTER_DIR"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic properties of a HSC filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# Filter: /Users/song/Dropbox/work/project/unagi/unagi/data/filters/total/hsc_i2_v2018.dat\n",
      "# Filter type: total\n",
      "# Version: new\n",
      "# Effective wavelength   : 7706.070 Angstrom\n",
      "# Pivot wavelength       : 7733.120 Angstrom\n",
      "# Mean wavelength        : 7706.070 Angstrom\n",
      "# Effective width        : 1073.951 Angstrom\n",
      "# Rectangular width      : 1446.341 Angstrom\n",
      "# AB absolute magnitude of the sun :  4.518 mag\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iband = filters.Filter('i2')\n",
    "iband.print()\n",
    "\n",
    "# Plot the transmission curves\n",
    "_ = iband.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get a summary table for all filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Total transmission curves\n",
    "hsc_filter_total = filters.hsc_filters(use_saved=False)\n",
    "\n",
    "# Just the filter; at the center of the camera\n",
    "hsc_filter_origin_cen = filters.hsc_filters(origin=True, center=True, use_saved=False)\n",
    "\n",
    "# Just the filter; area weighted\n",
    "hsc_filter_origin_wgt = filters.hsc_filters(origin=True, center=False, use_saved=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert the transmission curve into the Kcorrect format\n",
    "\n",
    "* This is used by several softwares: e.g. `kcorrect`, `iSEDFit`, `sedpy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "iband.to_kfilter()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Solar spectrum and the absolute magnitude of the Sun\n",
    "\n",
    "* By default, we are using the composite Solar spectrum from [Haberreiter et al. 2017](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2016JA023492)\n",
    "    - It is used in [Willmer 2018](https://iopscience.iop.org/article/10.3847/1538-4365/aabfdf)\n",
    "    - More details can be found [here](http://mips.as.arizona.edu/~cnaw/sun.html)\n",
    "* We also have the \"classic\" Kurucz1993 model spectrum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k93 = filters.SolarSpectrum(kind='Kurucz1993')\n",
    "w18 = filters.SolarSpectrum()\n",
    "\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.grid(linestyle='--', linewidth=2, alpha=0.8)\n",
    "\n",
    "ax1.plot(k93.wave, np.log10(k93.flux), label=r'$\\rm K93$')\n",
    "ax1.plot(w18.wave, np.log10(w18.flux), label=r'$\\rm W18$')\n",
    "ax1.legend(loc='best', fontsize=20)\n",
    "_ = ax1.set_xlim(3000, 12500)\n",
    "_ = ax1.set_ylim(-10.99, -10.21)\n",
    "_ = ax1.set_xlabel(r'$\\mathrm{Wavelength}\\ [\\AA]$')\n",
    "_ = ax1.set_ylabel(r'$\\log\\ (\\mathrm{Flux}/\\mathrm{erg\\ s^{-1}\\ cm^{-2}\\ }\\AA)$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic properties of the HSC camera"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "hsc_cam = camera.Camera()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(14, 6))\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax1.grid(linestyle='--', linewidth=2, alpha=0.8)\n",
    "\n",
    "# Show the CCD QE\n",
    "ax1.plot(hsc_cam.qe[:, 0], hsc_cam.qe[:, 1], linewidth=3.0, alpha=0.6, color='b',\n",
    "         label=r'$\\rm CCD$')\n",
    "\n",
    "# Show the primary mirror reflectivity\n",
    "ax1.plot(hsc_cam.primary_reflect[:, 0], hsc_cam.primary_reflect[:, 1], \n",
    "         linewidth=3.0, alpha=0.6, color='k', linestyle='--',\n",
    "         label=r'$\\rm Mirror$')\n",
    "\n",
    "# Show the transparency of the dewar window\n",
    "ax1.plot(hsc_cam.dewar[:, 0], hsc_cam.dewar[:, 1], \n",
    "         linewidth=2.5, alpha=0.6, color='gray', linestyle='-.',\n",
    "         label=r'$\\rm Dewar$')\n",
    "\n",
    "# Show the transparency of the PFU: prime focus unit\n",
    "ax1.plot(hsc_cam.popt2[:, 0], hsc_cam.popt2[:, 1], \n",
    "         linewidth=2.5, alpha=0.6, color='orangered', linestyle=':',\n",
    "         label=r'$\\rm PFU$')\n",
    "\n",
    "# Overplot all the filters\n",
    "for filt in hsc_filter_total:\n",
    "    if filt['short'] == 'r' or filt['short'] == 'i':\n",
    "        linestyle, alpha = '--', 0.25\n",
    "    else:\n",
    "        linestyle, alpha = '-', 0.4\n",
    "    \n",
    "    ax1.axhline(0.0, linewidth=2, color='k', alpha=0.8)\n",
    "    # Filled the transmission curve\n",
    "    ax1.fill_between(filt['wave'], 0.0, filt['trans'], edgecolor='k', \n",
    "                     alpha=alpha, linewidth=2.5, linestyle=linestyle,\n",
    "                     facecolor=filt['color'], \n",
    "                     label=r'$\\rm {0}$'.format(filt['short'])) \n",
    "\n",
    "ax1.legend(loc='best', fontsize=14.5)\n",
    "\n",
    "_ = ax1.set_xlim(3750, 11950)\n",
    "_ = ax1.set_xlabel(r'$\\mathrm{Wavelength}\\ [\\AA]$')\n",
    "_ = ax1.set_ylabel(r'$\\mathrm{Transmission}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
